English(EN) Neuro-symbolic Syntactic Parsing: Shaping a Neural Network with the CYK Algorithm

神经符号AI将CYK算法集成到神经网络中

作者 PulseAugur 编辑部 · [2 个来源] · 2026-05-29 15:21

研究人员开发了一种新颖的神经符号方法，将CYK算法直接集成到一个名为CYKNN的神经网络架构中。该方法将CYK算法编码到可训练的矩阵向量运算中。实验表明，CYKNN在上下文学习方面优于大型语言模型，并在特定的语法解析任务上超越了经过微调的小型Qwen模型。 AI

影响这种方法通过将算法推理直接嵌入神经网络，有望实现更高效、更易于理解的AI模型。

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arXiv cs.AI TIER_1 English(EN) · Fabio Massimo Zanzotto, Federico Ranaldi, Giorgio Satta · 2026-06-01 04:00

神经符号句法分析：用CYK算法塑造神经网络

arXiv:2605.31421v1 Announce Type: cross Abstract: In this paper, we show the possibility of a direct injection of algorithms into neural network architecture. We focus on a complex algorithm, that is, Cocke-Youger-Kasami (CYK) for parsing context-free grammars in Chomsky Normal F…
arXiv cs.AI TIER_1 English(EN) · Giorgio Satta · 2026-05-29 15:21

神经符号句法分析：用CYK算法塑造神经网络

In this paper, we show the possibility of a direct injection of algorithms into neural network architecture. We focus on a complex algorithm, that is, Cocke-Youger-Kasami (CYK) for parsing context-free grammars in Chomsky Normal Form and we propose CYKNN, a simple recurrent neura…